Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 3866 |
| Missing cells | 80746 |
| Missing cells (%) | 69.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 906.2 KiB |
| Average record size in memory | 240.0 B |
Variable types
| Numeric | 27 |
|---|---|
| Categorical | 3 |
Date has a high cardinality: 70 distinct values | High cardinality |
Experimental_Year is highly overall correlated with Date | High correlation |
Depth_min is highly overall correlated with Depth_max and 2 other fields | High correlation |
Depth_max is highly overall correlated with Depth_min and 2 other fields | High correlation |
WHC is highly overall correlated with Beneficials | High correlation |
Total_Organic_Carbon is highly overall correlated with Depth_min and 3 other fields | High correlation |
Chalk is highly overall correlated with Beneficials | High correlation |
Humus is highly overall correlated with Depth_min and 3 other fields | High correlation |
Borium is highly overall correlated with Manganese and 2 other fields | High correlation |
Manganese is highly overall correlated with Borium | High correlation |
Sulphate is highly overall correlated with Date and 1 other fields | High correlation |
Date is highly overall correlated with Experimental_Year and 3 other fields | High correlation |
Crop is highly overall correlated with Borium and 2 other fields | High correlation |
Beneficials is highly overall correlated with WHC and 3 other fields | High correlation |
Beneficials is highly imbalanced (93.1%) | Imbalance |
Dry_Matter has 3642 (94.2%) missing values | Missing |
Organic_Matter has 3642 (94.2%) missing values | Missing |
pH has 3642 (94.2%) missing values | Missing |
WHC has 464 (12.0%) missing values | Missing |
Total_Carbon has 3402 (88.0%) missing values | Missing |
Total_Nitrogen has 3642 (94.2%) missing values | Missing |
CN_Ratio has 3642 (94.2%) missing values | Missing |
Total_Organic_Carbon has 3626 (93.8%) missing values | Missing |
Chalk has 3626 (93.8%) missing values | Missing |
Humus has 3626 (93.8%) missing values | Missing |
Ammonium has 3648 (94.4%) missing values | Missing |
Borium has 3834 (99.2%) missing values | Missing |
Calcium has 3674 (95.0%) missing values | Missing |
Copper has 3642 (94.2%) missing values | Missing |
Diphosphorus_Pentoxide has 3642 (94.2%) missing values | Missing |
Iron has 3642 (94.2%) missing values | Missing |
Magnesium has 3642 (94.2%) missing values | Missing |
Manganese has 3642 (94.2%) missing values | Missing |
Nitrate has 3642 (94.2%) missing values | Missing |
Potassium_Oxide has 3642 (94.2%) missing values | Missing |
Sodium has 3642 (94.2%) missing values | Missing |
Sulphate has 3834 (99.2%) missing values | Missing |
Zinc has 3642 (94.2%) missing values | Missing |
pH is highly skewed (γ1 = -2.218720501) | Skewed |
Total_Carbon is highly skewed (γ1 = 1.007038957) | Skewed |
Chalk is highly skewed (γ1 = 1.044136539) | Skewed |
Ammonium is highly skewed (γ1 = 2.448416448) | Skewed |
Iron is highly skewed (γ1 = 1.121245129) | Skewed |
Nitrate is highly skewed (γ1 = 1.296906182) | Skewed |
Sulphate is highly skewed (γ1 = 3.241299441) | Skewed |
Depth_min has 1236 (32.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-19 13:37:41.195399 |
|---|---|
| Analysis finished | 2024-07-19 13:39:26.855842 |
| Duration | 1 minute and 45.66 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Experimental_Year
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.411 |
| Mean | 2.02 × 103 |
| Minimum | 2.01 × 103 |
|---|---|
| Maximum | 2.02 × 103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 2.01 × 103 |
|---|---|
| 5-th percentile | 2.01 × 103 |
| Q1 | 2.01 × 103 |
| median | 2.02 × 103 |
| Q3 | 2.02 × 103 |
| 95-th percentile | 2.02 × 103 |
| Maximum | 2.02 × 103 |
| Range | 12 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.84 |
|---|---|
| Coefficient of variation (CV) | 0.00141 |
| Kurtosis | -0.485 |
| Mean | 2.02 × 103 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.411 |
| Sum | 7.79 × 106 |
| Variance | 8.07 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2019 | 592 | |
| 2014 | 432 | |
| 2017 | 432 | |
| 2018 | 432 | |
| 2013 | 431 | |
| 2015 | 430 | |
| 2016 | 429 | |
| 2012 | 384 | |
| 2009 | 240 | |
| 2020 | 32 | 0.8% |
| Value | Count | Frequency (%) |
| 2009 | 240 | |
| 2012 | 384 | |
| 2013 | 431 | |
| 2014 | 432 | |
| 2015 | 430 |
| Value | Count | Frequency (%) |
| 2021 | 32 | 0.8% |
| 2020 | 32 | 0.8% |
| 2019 | 592 | |
| 2018 | 432 | |
| 2017 | 432 |
Date
Categorical
HIGH CARDINALITY  HIGH CORRELATION 
| Distinct | 70 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 30.3 KiB |
| 2015-02-20 00:00:00.0000000 | 168 |
|---|---|
| 2009-03-04 00:00:00.0000000 | 144 |
| 2017-03-08 00:00:00.0000000 | 132 |
| 2016-02-25 00:00:00.0000000 | 132 |
| 2012-03-05 00:00:00.0000000 | 132 |
| Other values (65) |
Length
| Max length | 27 |
|---|---|
| Median length | 27 |
| Mean length | 27 |
| Min length | 27 |
Characters and Unicode
| Total characters | 104382 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2009-03-03 00:00:00.0000000 |
|---|---|
| 2nd row | 2009-03-03 00:00:00.0000000 |
| 3rd row | 2009-03-03 00:00:00.0000000 |
| 4th row | 2009-03-03 00:00:00.0000000 |
| 5th row | 2009-03-03 00:00:00.0000000 |
Common Values
| Value | Count | Frequency (%) |
| 2015-02-20 00:00:00.0000000 | 168 | 4.3% |
| 2009-03-04 00:00:00.0000000 | 144 | 3.7% |
| 2017-03-08 00:00:00.0000000 | 132 | 3.4% |
| 2016-02-25 00:00:00.0000000 | 132 | 3.4% |
| 2012-03-05 00:00:00.0000000 | 132 | 3.4% |
| 2019-02-21 00:00:00.0000000 | 96 | 2.5% |
| 2019-07-26 00:00:00.0000000 | 96 | 2.5% |
| 2018-02-20 00:00:00.0000000 | 84 | 2.2% |
| 2015-07-31 00:00:00.0000000 | 84 | 2.2% |
| 2018-07-09 00:00:00.0000000 | 84 | 2.2% |
| Other values (60) | 2714 |
Length
| Value | Count | Frequency (%) |
| 00:00:00.0000000 | 3866 | |
| 2015-02-20 | 168 | 2.2% |
| 2009-03-04 | 144 | 1.9% |
| 2017-03-08 | 132 | 1.7% |
| 2016-02-25 | 132 | 1.7% |
| 2012-03-05 | 132 | 1.7% |
| 2019-02-21 | 96 | 1.2% |
| 2019-07-26 | 96 | 1.2% |
| 2018-02-20 | 84 | 1.1% |
| 2015-07-31 | 84 | 1.1% |
| Other values (61) | 2798 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 60197 | |
| - | 7732 | 7.4% |
| : | 7732 | 7.4% |
| 2 | 6652 | 6.4% |
| 1 | 5290 | 5.1% |
| 3866 | 3.7% | |
| . | 3866 | 3.7% |
| 7 | 1617 | 1.5% |
| 9 | 1408 | 1.3% |
| 3 | 1394 | 1.3% |
| Other values (4) | 4628 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 81186 | |
| Other Punctuation | 11598 | 11.1% |
| Dash Punctuation | 7732 | 7.4% |
| Space Separator | 3866 | 3.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 60197 | |
| 2 | 6652 | 8.2% |
| 1 | 5290 | 6.5% |
| 7 | 1617 | 2.0% |
| 9 | 1408 | 1.7% |
| 3 | 1394 | 1.7% |
| 4 | 1368 | 1.7% |
| 8 | 1271 | 1.6% |
| 5 | 1084 | 1.3% |
| 6 | 905 | 1.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 7732 | |
| . | 3866 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7732 |
Space Separator
| Value | Count | Frequency (%) |
| 3866 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 104382 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 60197 | |
| - | 7732 | 7.4% |
| : | 7732 | 7.4% |
| 2 | 6652 | 6.4% |
| 1 | 5290 | 5.1% |
| 3866 | 3.7% | |
| . | 3866 | 3.7% |
| 7 | 1617 | 1.5% |
| 9 | 1408 | 1.3% |
| 3 | 1394 | 1.3% |
| Other values (4) | 4628 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 104382 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 60197 | |
| - | 7732 | 7.4% |
| : | 7732 | 7.4% |
| 2 | 6652 | 6.4% |
| 1 | 5290 | 5.1% |
| 3866 | 3.7% | |
| . | 3866 | 3.7% |
| 7 | 1617 | 1.5% |
| 9 | 1408 | 1.3% |
| 3 | 1394 | 1.3% |
| Other values (4) | 4628 | 4.4% |
Plot_ID
Real number (ℝ)
| Distinct | 180 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.0112 |
| Mean | 119 |
| Minimum | 1 |
|---|---|
| Maximum | 236 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 57 |
| median | 119 |
| Q3 | 181 |
| 95-th percentile | 229 |
| Maximum | 236 |
| Range | 235 |
| Interquartile range (IQR) | 124 |
Descriptive statistics
| Standard deviation | 69.5 |
|---|---|
| Coefficient of variation (CV) | 0.585 |
| Kurtosis | -1.2 |
| Mean | 119 |
| Median Absolute Deviation (MAD) | 62 |
| Skewness | -0.0112 |
| Sum | 4.59 × 105 |
| Variance | 4.83 × 103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 98 | 65 | 1.7% |
| 103 | 65 | 1.7% |
| 19 | 63 | 1.6% |
| 182 | 63 | 1.6% |
| 82 | 63 | 1.6% |
| 87 | 63 | 1.6% |
| 20 | 63 | 1.6% |
| 188 | 63 | 1.6% |
| 187 | 63 | 1.6% |
| 181 | 63 | 1.6% |
| Other values (170) | 3232 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 61 | |
| 4 | 61 | |
| 5 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 236 | 56 | |
| 235 | 56 | |
| 232 | 1 | < 0.1% |
| 231 | 1 | < 0.1% |
| 230 | 56 |
Crop
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 24 |
| Missing (%) | 0.6% |
| Memory size | 30.3 KiB |
| Winter wheat | |
|---|---|
| Grain maize | |
| Winter barley | |
| Winter rapeseed | |
| Summer rapeseed | 36 |
Length
| Max length | 15 |
|---|---|
| Median length | 13 |
| Mean length | 12.5 |
| Min length | 11 |
Characters and Unicode
| Total characters | 47841 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Winter rapeseed |
|---|---|
| 2nd row | Winter rapeseed |
| 3rd row | Winter rapeseed |
| 4th row | Winter rapeseed |
| 5th row | Winter rapeseed |
Common Values
| Value | Count | Frequency (%) |
| Winter wheat | 1557 | |
| Grain maize | 896 | |
| Winter barley | 767 | |
| Winter rapeseed | 586 | 15.2% |
| Summer rapeseed | 36 | 0.9% |
| (Missing) | 24 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| winter | 2910 | |
| wheat | 1557 | |
| grain | 896 | 11.7% |
| maize | 896 | 11.7% |
| barley | 767 | 10.0% |
| rapeseed | 622 | 8.1% |
| summer | 36 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8032 | |
| r | 5231 | |
| a | 4738 | |
| i | 4702 | |
| t | 4467 | |
| 3842 | ||
| n | 3806 | |
| W | 2910 | 6.1% |
| w | 1557 | 3.3% |
| h | 1557 | 3.3% |
| Other values (11) | 6999 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 40157 | |
| Space Separator | 3842 | 8.0% |
| Uppercase Letter | 3842 | 8.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8032 | |
| r | 5231 | |
| a | 4738 | |
| i | 4702 | |
| t | 4467 | |
| n | 3806 | |
| w | 1557 | 3.9% |
| h | 1557 | 3.9% |
| m | 968 | 2.4% |
| z | 896 | 2.2% |
| Other values (7) | 4203 |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 2910 | |
| G | 896 | 23.3% |
| S | 36 | 0.9% |
Space Separator
| Value | Count | Frequency (%) |
| 3842 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 43999 | |
| Common | 3842 | 8.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8032 | |
| r | 5231 | |
| a | 4738 | |
| i | 4702 | |
| t | 4467 | |
| n | 3806 | |
| W | 2910 | 6.6% |
| w | 1557 | 3.5% |
| h | 1557 | 3.5% |
| m | 968 | 2.2% |
| Other values (10) | 6031 |
Common
| Value | Count | Frequency (%) |
| 3842 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 47841 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8032 | |
| r | 5231 | |
| a | 4738 | |
| i | 4702 | |
| t | 4467 | |
| 3842 | ||
| n | 3806 | |
| W | 2910 | 6.1% |
| w | 1557 | 3.3% |
| h | 1557 | 3.3% |
| Other values (11) | 6999 |
Beneficials
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 30.3 KiB |
| Control | |
|---|---|
| BMs | 32 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.97 |
| Min length | 3 |
Characters and Unicode
| Total characters | 26934 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Control |
|---|---|
| 2nd row | Control |
| 3rd row | Control |
| 4th row | Control |
| 5th row | Control |
Common Values
| Value | Count | Frequency (%) |
| Control | 3834 | |
| BMs | 32 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| control | 3834 | |
| bms | 32 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 7668 | |
| C | 3834 | |
| n | 3834 | |
| t | 3834 | |
| r | 3834 | |
| l | 3834 | |
| B | 32 | 0.1% |
| M | 32 | 0.1% |
| s | 32 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 23036 | |
| Uppercase Letter | 3898 | 14.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 7668 | |
| n | 3834 | |
| t | 3834 | |
| r | 3834 | |
| l | 3834 | |
| s | 32 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 3834 | |
| B | 32 | 0.8% |
| M | 32 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 26934 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 7668 | |
| C | 3834 | |
| n | 3834 | |
| t | 3834 | |
| r | 3834 | |
| l | 3834 | |
| B | 32 | 0.1% |
| M | 32 | 0.1% |
| s | 32 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26934 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 7668 | |
| C | 3834 | |
| n | 3834 | |
| t | 3834 | |
| r | 3834 | |
| l | 3834 | |
| B | 32 | 0.1% |
| M | 32 | 0.1% |
| s | 32 | 0.1% |
Depth_min
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.337 |
| Mean | 26.2 |
| Minimum | 0 |
|---|---|
| Maximum | 60 |
| Zeros | 1236 |
| Zeros (%) | 32.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 30 |
| Q3 | 60 |
| 95-th percentile | 60 |
| Maximum | 60 |
| Range | 60 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 23.4 |
|---|---|
| Coefficient of variation (CV) | 0.891 |
| Kurtosis | -1.32 |
| Mean | 26.2 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 0.337 |
| Sum | 1.01 × 105 |
| Variance | 547 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1236 | |
| 30 | 1036 | |
| 60 | 1032 | |
| 15 | 562 |
| Value | Count | Frequency (%) |
| 0 | 1236 | |
| 15 | 562 | |
| 30 | 1036 | |
| 60 | 1032 |
| Value | Count | Frequency (%) |
| 60 | 1032 | |
| 30 | 1036 | |
| 15 | 562 | |
| 0 | 1236 |
Depth_max
Real number (ℝ)
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.206 |
| Mean | 51.9 |
| Minimum | 15 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 30 |
| median | 60 |
| Q3 | 90 |
| 95-th percentile | 90 |
| Maximum | 90 |
| Range | 75 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 27.5 |
|---|---|
| Coefficient of variation (CV) | 0.53 |
| Kurtosis | -1.41 |
| Mean | 51.9 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 0.206 |
| Sum | 2.01 × 105 |
| Variance | 757 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 1234 | |
| 60 | 1036 | |
| 90 | 1032 | |
| 15 | 564 |
| Value | Count | Frequency (%) |
| 15 | 564 | |
| 30 | 1234 | |
| 60 | 1036 | |
| 90 | 1032 |
| Value | Count | Frequency (%) |
| 90 | 1032 | |
| 60 | 1036 | |
| 30 | 1234 | |
| 15 | 564 |
Dry_Matter
Real number (ℝ)
| Distinct | 83 |
|---|---|
| Distinct (%) | 37.1% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.232 |
| Mean | 84.3 |
| Minimum | 76.8 |
|---|---|
| Maximum | 92.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 76.8 |
|---|---|
| 5-th percentile | 78.2 |
| Q1 | 80.2 |
| median | 82.1 |
| Q3 | 89.4 |
| 95-th percentile | 91.4 |
| Maximum | 92.4 |
| Range | 15.6 |
| Interquartile range (IQR) | 9.2 |
Descriptive statistics
| Standard deviation | 4.72 |
|---|---|
| Coefficient of variation (CV) | 0.0559 |
| Kurtosis | -1.53 |
| Mean | 84.3 |
| Median Absolute Deviation (MAD) | 3.55 |
| Skewness | 0.232 |
| Sum | 1.89 × 104 |
| Variance | 22.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80.2 | 11 | 0.3% |
| 90.1 | 9 | 0.2% |
| 80.3 | 9 | 0.2% |
| 80.9 | 7 | 0.2% |
| 81.8 | 7 | 0.2% |
| 79.4 | 6 | 0.2% |
| 80.4 | 6 | 0.2% |
| 80.8 | 6 | 0.2% |
| 80.1 | 6 | 0.2% |
| 90.6 | 6 | 0.2% |
| Other values (73) | 151 | 3.9% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 76.8 | 3 | |
| 77.2 | 3 | |
| 78 | 3 | |
| 78.1 | 2 | |
| 78.2 | 3 |
| Value | Count | Frequency (%) |
| 92.4 | 1 | < 0.1% |
| 92 | 1 | < 0.1% |
| 91.8 | 3 | |
| 91.7 | 1 | < 0.1% |
| 91.6 | 4 |
Organic_Matter
Real number (ℝ)
| Distinct | 77 |
|---|---|
| Distinct (%) | 34.4% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.334 |
| Mean | 3.22 |
| Minimum | 2.35 |
|---|---|
| Maximum | 4.31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 2.35 |
|---|---|
| 5-th percentile | 2.64 |
| Q1 | 2.9 |
| median | 3.15 |
| Q3 | 3.54 |
| 95-th percentile | 3.9 |
| Maximum | 4.31 |
| Range | 1.96 |
| Interquartile range (IQR) | 0.648 |
Descriptive statistics
| Standard deviation | 0.427 |
|---|---|
| Coefficient of variation (CV) | 0.133 |
| Kurtosis | -0.759 |
| Mean | 3.22 |
| Median Absolute Deviation (MAD) | 0.336 |
| Skewness | 0.334 |
| Sum | 722 |
| Variance | 0.182 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.5 | 11 | 0.3% |
| 2.7 | 8 | 0.2% |
| 3.4 | 8 | 0.2% |
| 2.9 | 6 | 0.2% |
| 3 | 5 | 0.1% |
| 2.8 | 5 | 0.1% |
| 3.2 | 5 | 0.1% |
| 2.961096886 | 3 | 0.1% |
| 3.278700097 | 3 | 0.1% |
| 3.641915003 | 3 | 0.1% |
| Other values (67) | 167 | 4.3% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 2.345090826 | 1 | |
| 2.383371212 | 1 | |
| 2.496017544 | 1 | |
| 2.509043571 | 1 | |
| 2.533059925 | 1 |
| Value | Count | Frequency (%) |
| 4.30859856 | 3 | |
| 4.163738081 | 3 | |
| 3.930354857 | 1 | < 0.1% |
| 3.925368532 | 3 | |
| 3.896645657 | 3 |
pH
Real number (ℝ)
MISSING  SKEWED 
| Distinct | 47 |
|---|---|
| Distinct (%) | 21.0% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -2.22 |
| Mean | 7.25 |
| Minimum | 5.92 |
|---|---|
| Maximum | 7.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 5.92 |
|---|---|
| 5-th percentile | 6.47 |
| Q1 | 7.17 |
| median | 7.4 |
| Q3 | 7.5 |
| 95-th percentile | 7.53 |
| Maximum | 7.61 |
| Range | 1.69 |
| Interquartile range (IQR) | 0.335 |
Descriptive statistics
| Standard deviation | 0.357 |
|---|---|
| Coefficient of variation (CV) | 0.0492 |
| Kurtosis | 5.26 |
| Mean | 7.25 |
| Median Absolute Deviation (MAD) | 0.11 |
| Skewness | -2.22 |
| Sum | 1.62 × 103 |
| Variance | 0.127 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 36 | 0.9% |
| 7.4 | 18 | 0.5% |
| 7.53 | 9 | 0.2% |
| 7.2 | 8 | 0.2% |
| 7.36 | 7 | 0.2% |
| 7.48 | 7 | 0.2% |
| 7.03 | 6 | 0.2% |
| 7.44 | 6 | 0.2% |
| 7.27 | 6 | 0.2% |
| 7.47 | 6 | 0.2% |
| Other values (37) | 115 | 3.0% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 5.92 | 3 | |
| 5.93 | 3 | |
| 5.98 | 3 | |
| 6.44 | 3 | |
| 6.66 | 3 |
| Value | Count | Frequency (%) |
| 7.61 | 1 | < 0.1% |
| 7.6 | 2 | |
| 7.59 | 1 | < 0.1% |
| 7.56 | 3 | |
| 7.54 | 4 |
WHC
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 1405 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 464 |
| Missing (%) | 12.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.411 |
| Mean | 57 |
| Minimum | -24.4 |
|---|---|
| Maximum | 120 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 197 |
| Negative (%) | 5.1% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | -24.4 |
|---|---|
| 5-th percentile | -1.9 |
| Q1 | 21.4 |
| median | 68.3 |
| Q3 | 88.6 |
| 95-th percentile | 102 |
| Maximum | 120 |
| Range | 144 |
| Interquartile range (IQR) | 67.2 |
Descriptive statistics
| Standard deviation | 36.5 |
|---|---|
| Coefficient of variation (CV) | 0.641 |
| Kurtosis | -1.22 |
| Mean | 57 |
| Median Absolute Deviation (MAD) | 26.4 |
| Skewness | -0.411 |
| Sum | 1.94 × 105 |
| Variance | 1.33 × 103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 96 | 12 | 0.3% |
| 96.2 | 11 | 0.3% |
| 87.5 | 11 | 0.3% |
| 90.8 | 10 | 0.3% |
| 79.8 | 10 | 0.3% |
| 97.7 | 9 | 0.2% |
| 87.9 | 9 | 0.2% |
| 89.7 | 9 | 0.2% |
| 84.4 | 9 | 0.2% |
| 83 | 9 | 0.2% |
| Other values (1395) | 3303 | |
| (Missing) | 464 | 12.0% |
| Value | Count | Frequency (%) |
| -24.38 | 1 | |
| -23.68 | 1 | |
| -22.8 | 1 | |
| -20.74 | 1 | |
| -19.6 | 1 |
| Value | Count | Frequency (%) |
| 119.5 | 1 | |
| 118.2 | 1 | |
| 117.8 | 2 | |
| 117.2 | 1 | |
| 116.8 | 2 |
Total_Carbon
Real number (ℝ)
MISSING  SKEWED 
| Distinct | 303 |
|---|---|
| Distinct (%) | 65.3% |
| Missing | 3402 |
| Missing (%) | 88.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.01 |
| Mean | 1.96 |
| Minimum | 1.3 |
|---|---|
| Maximum | 3.52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 1.3 |
|---|---|
| 5-th percentile | 1.51 |
| Q1 | 1.7 |
| median | 1.86 |
| Q3 | 2.15 |
| 95-th percentile | 2.64 |
| Maximum | 3.52 |
| Range | 2.21 |
| Interquartile range (IQR) | 0.449 |
Descriptive statistics
| Standard deviation | 0.358 |
|---|---|
| Coefficient of variation (CV) | 0.183 |
| Kurtosis | 1.13 |
| Mean | 1.96 |
| Median Absolute Deviation (MAD) | 0.236 |
| Skewness | 1.01 |
| Sum | 908 |
| Variance | 0.128 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.6 | 11 | 0.3% |
| 2 | 6 | 0.2% |
| 2.2 | 5 | 0.1% |
| 2.1 | 4 | 0.1% |
| 1.8271215 | 3 | 0.1% |
| 1.7579623 | 3 | 0.1% |
| 1.766257 | 3 | 0.1% |
| 2.3267859 | 3 | 0.1% |
| 2.0979583 | 3 | 0.1% |
| 1.8234256 | 3 | 0.1% |
| Other values (293) | 420 | 10.9% |
| (Missing) | 3402 |
| Value | Count | Frequency (%) |
| 1.303 | 1 | |
| 1.337 | 1 | |
| 1.354 | 1 | |
| 1.375 | 1 | |
| 1.379 | 1 |
| Value | Count | Frequency (%) |
| 3.516 | 1 | |
| 3.352 | 1 | |
| 3.113 | 1 | |
| 3.066 | 1 | |
| 3.035 | 1 |
Total_Nitrogen
Real number (ℝ)
| Distinct | 58 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.638 |
| Mean | 0.173 |
| Minimum | 0.118 |
|---|---|
| Maximum | 0.252 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 0.118 |
|---|---|
| 5-th percentile | 0.136 |
| Q1 | 0.15 |
| median | 0.17 |
| Q3 | 0.192 |
| 95-th percentile | 0.227 |
| Maximum | 0.252 |
| Range | 0.134 |
| Interquartile range (IQR) | 0.042 |
Descriptive statistics
| Standard deviation | 0.0289 |
|---|---|
| Coefficient of variation (CV) | 0.167 |
| Kurtosis | -0.119 |
| Mean | 0.173 |
| Median Absolute Deviation (MAD) | 0.021 |
| Skewness | 0.638 |
| Sum | 38.8 |
| Variance | 0.000834 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.16 | 18 | 0.5% |
| 0.15 | 13 | 0.3% |
| 0.148 | 9 | 0.2% |
| 0.17 | 8 | 0.2% |
| 0.192 | 7 | 0.2% |
| 0.18 | 7 | 0.2% |
| 0.182 | 7 | 0.2% |
| 0.155 | 6 | 0.2% |
| 0.191 | 6 | 0.2% |
| 0.144 | 6 | 0.2% |
| Other values (48) | 137 | 3.5% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 0.118 | 1 | |
| 0.119 | 1 | |
| 0.124 | 1 | |
| 0.127 | 1 | |
| 0.128 | 2 |
| Value | Count | Frequency (%) |
| 0.252 | 3 | |
| 0.247 | 3 | |
| 0.229 | 3 | |
| 0.227 | 3 | |
| 0.224 | 3 |
CN_Ratio
Real number (ℝ)
| Distinct | 95 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.568 |
| Mean | 11.5 |
| Minimum | 7.89 |
|---|---|
| Maximum | 15.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 7.89 |
|---|---|
| 5-th percentile | 9.23 |
| Q1 | 10.2 |
| median | 11.9 |
| Q3 | 12.2 |
| 95-th percentile | 13 |
| Maximum | 15.2 |
| Range | 7.31 |
| Interquartile range (IQR) | 1.99 |
Descriptive statistics
| Standard deviation | 1.26 |
|---|---|
| Coefficient of variation (CV) | 0.11 |
| Kurtosis | 0.554 |
| Mean | 11.5 |
| Median Absolute Deviation (MAD) | 0.52 |
| Skewness | -0.568 |
| Sum | 2.57 × 103 |
| Variance | 1.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 31 | 0.8% |
| 11.42760152 | 3 | 0.1% |
| 11.91781438 | 3 | 0.1% |
| 12.05723161 | 3 | 0.1% |
| 9.233277381 | 3 | 0.1% |
| 11.25004459 | 3 | 0.1% |
| 12.40920764 | 3 | 0.1% |
| 12.36071637 | 3 | 0.1% |
| 11.46949415 | 3 | 0.1% |
| 12.05657315 | 3 | 0.1% |
| Other values (85) | 166 | 4.3% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 7.886745662 | 3 | |
| 8.048993392 | 3 | |
| 9 | 1 | < 0.1% |
| 9.228370833 | 3 | |
| 9.233277381 | 3 |
| Value | Count | Frequency (%) |
| 15.19256953 | 1 | |
| 15.02395276 | 1 | |
| 14.25055182 | 1 | |
| 14.06714237 | 1 | |
| 13.79300084 | 1 |
Total_Organic_Carbon
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 228 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 3626 |
| Missing (%) | 93.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.528 |
| Mean | 1.26 |
| Minimum | 0.344 |
|---|---|
| Maximum | 2.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 0.344 |
|---|---|
| 5-th percentile | 0.534 |
| Q1 | 0.99 |
| median | 1.37 |
| Q3 | 1.55 |
| 95-th percentile | 1.83 |
| Maximum | 2.11 |
| Range | 1.77 |
| Interquartile range (IQR) | 0.561 |
Descriptive statistics
| Standard deviation | 0.411 |
|---|---|
| Coefficient of variation (CV) | 0.325 |
| Kurtosis | -0.647 |
| Mean | 1.26 |
| Median Absolute Deviation (MAD) | 0.219 |
| Skewness | -0.528 |
| Sum | 303 |
| Variance | 0.169 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.472 | 2 | 0.1% |
| 1.181 | 2 | 0.1% |
| 1.383 | 2 | 0.1% |
| 1.83 | 2 | 0.1% |
| 0.691 | 2 | 0.1% |
| 1.311 | 2 | 0.1% |
| 1.523 | 2 | 0.1% |
| 1.551 | 2 | 0.1% |
| 0.602 | 2 | 0.1% |
| 1.455 | 2 | 0.1% |
| Other values (218) | 220 | 5.7% |
| (Missing) | 3626 |
| Value | Count | Frequency (%) |
| 0.344 | 1 | |
| 0.359 | 1 | |
| 0.396 | 1 | |
| 0.434 | 1 | |
| 0.435 | 1 |
| Value | Count | Frequency (%) |
| 2.109529 | 1 | |
| 2.075649 | 1 | |
| 1.9953 | 1 | |
| 1.965013 | 1 | |
| 1.937 | 1 |
Chalk
Real number (ℝ)
HIGH CORRELATION  MISSING  SKEWED 
| Distinct | 225 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 3626 |
| Missing (%) | 93.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.04 |
| Mean | 5.73 |
| Minimum | 0.0851 |
|---|---|
| Maximum | 23.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 0.0851 |
|---|---|
| 5-th percentile | 0.228 |
| Q1 | 0.89 |
| median | 2.11 |
| Q3 | 9.85 |
| 95-th percentile | 18.3 |
| Maximum | 23.1 |
| Range | 23 |
| Interquartile range (IQR) | 8.96 |
Descriptive statistics
| Standard deviation | 6.53 |
|---|---|
| Coefficient of variation (CV) | 1.14 |
| Kurtosis | -0.396 |
| Mean | 5.73 |
| Median Absolute Deviation (MAD) | 1.79 |
| Skewness | 1.04 |
| Sum | 1.38 × 103 |
| Variance | 42.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4 | 0.1% |
| 2 | 3 | 0.1% |
| 1.033333333 | 2 | 0.1% |
| 1.408333333 | 2 | 0.1% |
| 1.975 | 2 | 0.1% |
| 0.8833333333 | 2 | 0.1% |
| 2.933333333 | 2 | 0.1% |
| 1.2 | 2 | 0.1% |
| 1.091666667 | 2 | 0.1% |
| 0.925 | 2 | 0.1% |
| Other values (215) | 217 | 5.6% |
| (Missing) | 3626 |
| Value | Count | Frequency (%) |
| 0.085125 | 1 | |
| 0.08725833333 | 1 | |
| 0.1016666667 | 1 | |
| 0.1126166667 | 1 | |
| 0.1174416667 | 1 |
| Value | Count | Frequency (%) |
| 23.05833333 | 1 | |
| 22.70833333 | 1 | |
| 21.34166667 | 1 | |
| 21.18333333 | 1 | |
| 21.175 | 1 |
Humus
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 228 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 3626 |
| Missing (%) | 93.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.528 |
| Mean | 2.17 |
| Minimum | 0.592 |
|---|---|
| Maximum | 3.63 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 0.592 |
|---|---|
| 5-th percentile | 0.918 |
| Q1 | 1.7 |
| median | 2.36 |
| Q3 | 2.67 |
| 95-th percentile | 3.15 |
| Maximum | 3.63 |
| Range | 3.04 |
| Interquartile range (IQR) | 0.965 |
Descriptive statistics
| Standard deviation | 0.706 |
|---|---|
| Coefficient of variation (CV) | 0.325 |
| Kurtosis | -0.647 |
| Mean | 2.17 |
| Median Absolute Deviation (MAD) | 0.377 |
| Skewness | -0.528 |
| Sum | 522 |
| Variance | 0.499 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.53184 | 2 | 0.1% |
| 2.03132 | 2 | 0.1% |
| 2.37876 | 2 | 0.1% |
| 3.1476 | 2 | 0.1% |
| 1.18852 | 2 | 0.1% |
| 2.25492 | 2 | 0.1% |
| 2.61956 | 2 | 0.1% |
| 2.66772 | 2 | 0.1% |
| 1.03544 | 2 | 0.1% |
| 2.5026 | 2 | 0.1% |
| Other values (218) | 220 | 5.7% |
| (Missing) | 3626 |
| Value | Count | Frequency (%) |
| 0.59168 | 1 | |
| 0.61748 | 1 | |
| 0.68112 | 1 | |
| 0.74648 | 1 | |
| 0.7482 | 1 |
| Value | Count | Frequency (%) |
| 3.62838988 | 1 | |
| 3.57011628 | 1 | |
| 3.431916 | 1 | |
| 3.37982236 | 1 | |
| 3.33164 | 1 |
Ammonium
Real number (ℝ)
MISSING  SKEWED 
| Distinct | 78 |
|---|---|
| Distinct (%) | 35.8% |
| Missing | 3648 |
| Missing (%) | 94.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 2.45 |
| Mean | 0.101 |
| Minimum | 0.015 |
|---|---|
| Maximum | 0.564 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 0.015 |
|---|---|
| 5-th percentile | 0.021 |
| Q1 | 0.0362 |
| median | 0.073 |
| Q3 | 0.124 |
| 95-th percentile | 0.28 |
| Maximum | 0.564 |
| Range | 0.549 |
| Interquartile range (IQR) | 0.0875 |
Descriptive statistics
| Standard deviation | 0.0972 |
|---|---|
| Coefficient of variation (CV) | 0.963 |
| Kurtosis | 7.44 |
| Mean | 0.101 |
| Median Absolute Deviation (MAD) | 0.041 |
| Skewness | 2.45 |
| Sum | 22 |
| Variance | 0.00946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.062 | 9 | 0.2% |
| 0.024 | 9 | 0.2% |
| 0.021 | 9 | 0.2% |
| 0.079 | 6 | 0.2% |
| 0.105 | 6 | 0.2% |
| 0.035 | 5 | 0.1% |
| 0.031 | 5 | 0.1% |
| 0.05 | 5 | 0.1% |
| 0.052 | 4 | 0.1% |
| 0.075 | 4 | 0.1% |
| Other values (68) | 156 | 4.0% |
| (Missing) | 3648 |
| Value | Count | Frequency (%) |
| 0.015 | 1 | < 0.1% |
| 0.016 | 1 | < 0.1% |
| 0.017 | 3 | |
| 0.018 | 3 | |
| 0.019 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.564 | 3 | |
| 0.431 | 3 | |
| 0.361 | 3 | |
| 0.28 | 3 | |
| 0.274 | 3 |
Borium
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 28 |
|---|---|
| Distinct (%) | 87.5% |
| Missing | 3834 |
| Missing (%) | 99.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.283 |
| Mean | 1.64 |
| Minimum | 1.05 |
|---|---|
| Maximum | 2.28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 1.05 |
|---|---|
| 5-th percentile | 1.11 |
| Q1 | 1.38 |
| median | 1.51 |
| Q3 | 1.94 |
| 95-th percentile | 2.25 |
| Maximum | 2.28 |
| Range | 1.23 |
| Interquartile range (IQR) | 0.567 |
Descriptive statistics
| Standard deviation | 0.37 |
|---|---|
| Coefficient of variation (CV) | 0.225 |
| Kurtosis | -1.03 |
| Mean | 1.64 |
| Median Absolute Deviation (MAD) | 0.26 |
| Skewness | 0.283 |
| Sum | 52.5 |
| Variance | 0.137 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.49 | 3 | 0.1% |
| 1.77 | 2 | 0.1% |
| 1.38 | 2 | 0.1% |
| 1.08 | 1 | < 0.1% |
| 1.4 | 1 | < 0.1% |
| 2.07 | 1 | < 0.1% |
| 2.11 | 1 | < 0.1% |
| 1.94 | 1 | < 0.1% |
| 1.85 | 1 | < 0.1% |
| 1.28 | 1 | < 0.1% |
| Other values (18) | 18 | 0.5% |
| (Missing) | 3834 |
| Value | Count | Frequency (%) |
| 1.05 | 1 | |
| 1.08 | 1 | |
| 1.14 | 1 | |
| 1.15 | 1 | |
| 1.28 | 1 |
| Value | Count | Frequency (%) |
| 2.28 | 1 | |
| 2.27 | 1 | |
| 2.24 | 1 | |
| 2.23 | 1 | |
| 2.11 | 1 |
Calcium
Real number (ℝ)
| Distinct | 80 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 3674 |
| Missing (%) | 95.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.654 |
| Mean | 245 |
| Minimum | 188 |
|---|---|
| Maximum | 281 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 188 |
|---|---|
| 5-th percentile | 192 |
| Q1 | 232 |
| median | 247 |
| Q3 | 263 |
| 95-th percentile | 275 |
| Maximum | 281 |
| Range | 93.3 |
| Interquartile range (IQR) | 31.4 |
Descriptive statistics
| Standard deviation | 24.1 |
|---|---|
| Coefficient of variation (CV) | 0.0985 |
| Kurtosis | -0.38 |
| Mean | 245 |
| Median Absolute Deviation (MAD) | 15.9 |
| Skewness | -0.654 |
| Sum | 4.7 × 104 |
| Variance | 582 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 232.52 | 6 | 0.2% |
| 270 | 4 | 0.1% |
| 272 | 4 | 0.1% |
| 268.9 | 3 | 0.1% |
| 208.22 | 3 | 0.1% |
| 222.4258 | 3 | 0.1% |
| 241.62 | 3 | 0.1% |
| 244.5 | 3 | 0.1% |
| 242.82 | 3 | 0.1% |
| 262.1 | 3 | 0.1% |
| Other values (70) | 157 | 4.1% |
| (Missing) | 3674 |
| Value | Count | Frequency (%) |
| 187.72 | 3 | |
| 190.8 | 3 | |
| 191.9 | 3 | |
| 192.02 | 3 | |
| 206.1 | 3 |
| Value | Count | Frequency (%) |
| 281 | 1 | |
| 280 | 1 | |
| 279.12 | 1 | |
| 279 | 1 | |
| 278.92 | 1 |
Copper
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 34.8% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.296 |
| Mean | 2.8 |
| Minimum | 1.32 |
|---|---|
| Maximum | 3.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 1.32 |
|---|---|
| 5-th percentile | 2.1 |
| Q1 | 2.58 |
| median | 2.8 |
| Q3 | 3.1 |
| 95-th percentile | 3.56 |
| Maximum | 3.78 |
| Range | 2.46 |
| Interquartile range (IQR) | 0.518 |
Descriptive statistics
| Standard deviation | 0.448 |
|---|---|
| Coefficient of variation (CV) | 0.16 |
| Kurtosis | 0.807 |
| Mean | 2.8 |
| Median Absolute Deviation (MAD) | 0.253 |
| Skewness | -0.296 |
| Sum | 628 |
| Variance | 0.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.6 | 12 | 0.3% |
| 2.7 | 9 | 0.2% |
| 3.2 | 7 | 0.2% |
| 2.5 | 6 | 0.2% |
| 3 | 5 | 0.1% |
| 2.9 | 5 | 0.1% |
| 2.4 | 4 | 0.1% |
| 2.9261 | 3 | 0.1% |
| 2.7514 | 3 | 0.1% |
| 3.3594 | 3 | 0.1% |
| Other values (68) | 167 | 4.3% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 1.3234 | 1 | |
| 1.3515 | 1 | |
| 1.4262 | 1 | |
| 1.6941 | 1 | |
| 1.7241 | 1 |
| Value | Count | Frequency (%) |
| 3.7788 | 3 | |
| 3.7743 | 1 | < 0.1% |
| 3.726 | 3 | |
| 3.7018 | 3 | |
| 3.5788 | 1 | < 0.1% |
Diphosphorus_Pentoxide
Real number (ℝ)
| Distinct | 108 |
|---|---|
| Distinct (%) | 48.2% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.887 |
| Mean | 21.1 |
| Minimum | 8.1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 8.1 |
|---|---|
| 5-th percentile | 8.95 |
| Q1 | 13.9 |
| median | 20.4 |
| Q3 | 25.7 |
| 95-th percentile | 40.1 |
| Maximum | 50 |
| Range | 41.9 |
| Interquartile range (IQR) | 11.8 |
Descriptive statistics
| Standard deviation | 9.36 |
|---|---|
| Coefficient of variation (CV) | 0.444 |
| Kurtosis | 0.286 |
| Mean | 21.1 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.887 |
| Sum | 4.72 × 103 |
| Variance | 87.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22.85 | 6 | 0.2% |
| 24.95 | 6 | 0.2% |
| 23.6 | 6 | 0.2% |
| 13.35 | 6 | 0.2% |
| 10.9 | 4 | 0.1% |
| 15.4 | 4 | 0.1% |
| 40.15 | 3 | 0.1% |
| 16.75 | 3 | 0.1% |
| 40.55 | 3 | 0.1% |
| 28.55 | 3 | 0.1% |
| Other values (98) | 180 | 4.7% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 8.1 | 1 | < 0.1% |
| 8.2 | 1 | < 0.1% |
| 8.45 | 3 | |
| 8.5 | 1 | < 0.1% |
| 8.6 | 3 |
| Value | Count | Frequency (%) |
| 49.95 | 1 | < 0.1% |
| 47.25 | 1 | < 0.1% |
| 46.35 | 3 | |
| 43.05 | 1 | < 0.1% |
| 42.9 | 1 | < 0.1% |
Iron
Real number (ℝ)
MISSING  SKEWED 
| Distinct | 89 |
|---|---|
| Distinct (%) | 39.7% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.12 |
| Mean | 4.17 |
| Minimum | 1.48 |
|---|---|
| Maximum | 10.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 1.48 |
|---|---|
| 5-th percentile | 2.02 |
| Q1 | 2.75 |
| median | 3.78 |
| Q3 | 5.18 |
| 95-th percentile | 7.75 |
| Maximum | 10.4 |
| Range | 8.9 |
| Interquartile range (IQR) | 2.43 |
Descriptive statistics
| Standard deviation | 1.82 |
|---|---|
| Coefficient of variation (CV) | 0.437 |
| Kurtosis | 1.22 |
| Mean | 4.17 |
| Median Absolute Deviation (MAD) | 1.25 |
| Skewness | 1.12 |
| Sum | 934 |
| Variance | 3.32 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.8 | 8 | 0.2% |
| 2.2 | 7 | 0.2% |
| 2.7 | 6 | 0.2% |
| 2.4 | 4 | 0.1% |
| 2.3 | 4 | 0.1% |
| 2.6 | 4 | 0.1% |
| 3.59251 | 3 | 0.1% |
| 3.50305 | 3 | 0.1% |
| 2.31962 | 3 | 0.1% |
| 5.24699 | 3 | 0.1% |
| Other values (79) | 179 | 4.6% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 1.47804 | 1 | |
| 1.483 | 1 | |
| 1.67241 | 1 | |
| 1.70561 | 1 | |
| 1.87893 | 1 |
| Value | Count | Frequency (%) |
| 10.38183 | 3 | |
| 9.3276 | 3 | |
| 8.2785 | 3 | |
| 7.78986 | 3 | |
| 7.50656 | 3 |
Magnesium
Real number (ℝ)
| Distinct | 99 |
|---|---|
| Distinct (%) | 44.2% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.601 |
| Mean | 9.91 |
| Minimum | 6.54 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 6.54 |
|---|---|
| 5-th percentile | 6.99 |
| Q1 | 8.2 |
| median | 9.12 |
| Q3 | 11.8 |
| 95-th percentile | 14 |
| Maximum | 15 |
| Range | 8.44 |
| Interquartile range (IQR) | 3.64 |
Descriptive statistics
| Standard deviation | 2.24 |
|---|---|
| Coefficient of variation (CV) | 0.226 |
| Kurtosis | -0.804 |
| Mean | 9.91 |
| Median Absolute Deviation (MAD) | 1.35 |
| Skewness | 0.601 |
| Sum | 2.22 × 103 |
| Variance | 5.03 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.3 | 5 | 0.1% |
| 8.7 | 4 | 0.1% |
| 8.4 | 4 | 0.1% |
| 13.263 | 3 | 0.1% |
| 12.71052 | 3 | 0.1% |
| 9.4984083 | 3 | 0.1% |
| 8.7996505 | 3 | 0.1% |
| 11.9933931 | 3 | 0.1% |
| 8.6883325 | 3 | 0.1% |
| 8.8556556 | 3 | 0.1% |
| Other values (89) | 190 | 4.9% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 6.5401126 | 1 | |
| 6.6795577 | 1 | |
| 6.7052215 | 1 | |
| 6.8 | 1 | |
| 6.8024165 | 1 |
| Value | Count | Frequency (%) |
| 14.9790729 | 3 | |
| 14.7718562 | 3 | |
| 14.3761034 | 3 | |
| 13.9944181 | 3 | |
| 13.9447999 | 1 | < 0.1% |
Manganese
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 115 |
|---|---|
| Distinct (%) | 51.3% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.0395 |
| Mean | 186 |
| Minimum | 14.3 |
|---|---|
| Maximum | 318 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 14.3 |
|---|---|
| 5-th percentile | 59.8 |
| Q1 | 118 |
| median | 175 |
| Q3 | 263 |
| 95-th percentile | 308 |
| Maximum | 318 |
| Range | 304 |
| Interquartile range (IQR) | 145 |
Descriptive statistics
| Standard deviation | 84.6 |
|---|---|
| Coefficient of variation (CV) | 0.455 |
| Kurtosis | -1.21 |
| Mean | 186 |
| Median Absolute Deviation (MAD) | 72.3 |
| Skewness | -0.0395 |
| Sum | 4.16 × 104 |
| Variance | 7.16 × 103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 289.7939 | 3 | 0.1% |
| 232.4557 | 3 | 0.1% |
| 264.2828 | 3 | 0.1% |
| 258.0814 | 3 | 0.1% |
| 282.2636 | 3 | 0.1% |
| 228.5001 | 3 | 0.1% |
| 113.0921 | 3 | 0.1% |
| 207.2041 | 3 | 0.1% |
| 175.3447 | 3 | 0.1% |
| 145.9417 | 3 | 0.1% |
| Other values (105) | 194 | 5.0% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 14.2649 | 1 | |
| 14.9326 | 1 | |
| 19.951 | 1 | |
| 22.7182 | 1 | |
| 27.828 | 1 |
| Value | Count | Frequency (%) |
| 318 | 3 | |
| 314.3286 | 3 | |
| 312.3882 | 3 | |
| 308.3332 | 3 | |
| 306.9892 | 3 |
Nitrate
Real number (ℝ)
MISSING  SKEWED 
| Distinct | 119 |
|---|---|
| Distinct (%) | 53.1% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.3 |
| Mean | 0.496 |
| Minimum | 0.188 |
|---|---|
| Maximum | 1.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 0.188 |
|---|---|
| 5-th percentile | 0.217 |
| Q1 | 0.295 |
| median | 0.433 |
| Q3 | 0.596 |
| 95-th percentile | 1.07 |
| Maximum | 1.48 |
| Range | 1.29 |
| Interquartile range (IQR) | 0.301 |
Descriptive statistics
| Standard deviation | 0.271 |
|---|---|
| Coefficient of variation (CV) | 0.546 |
| Kurtosis | 1.28 |
| Mean | 0.496 |
| Median Absolute Deviation (MAD) | 0.156 |
| Skewness | 1.3 |
| Sum | 111 |
| Variance | 0.0734 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.43 | 6 | 0.2% |
| 0.295 | 4 | 0.1% |
| 0.268 | 4 | 0.1% |
| 0.541 | 4 | 0.1% |
| 0.435 | 4 | 0.1% |
| 0.463 | 4 | 0.1% |
| 0.319 | 4 | 0.1% |
| 0.209 | 3 | 0.1% |
| 0.248 | 3 | 0.1% |
| 0.5 | 3 | 0.1% |
| Other values (109) | 185 | 4.8% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 0.188 | 3 | |
| 0.196 | 3 | |
| 0.209 | 3 | |
| 0.213 | 1 | < 0.1% |
| 0.217 | 3 |
| Value | Count | Frequency (%) |
| 1.48 | 1 | < 0.1% |
| 1.435 | 1 | < 0.1% |
| 1.28 | 1 | < 0.1% |
| 1.186 | 3 | |
| 1.17 | 1 | < 0.1% |
Potassium_Oxide
Real number (ℝ)
| Distinct | 105 |
|---|---|
| Distinct (%) | 46.9% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.68 |
| Mean | 30.3 |
| Minimum | 13.5 |
|---|---|
| Maximum | 61.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 13.5 |
|---|---|
| 5-th percentile | 16.3 |
| Q1 | 20.5 |
| median | 25.9 |
| Q3 | 39.3 |
| 95-th percentile | 52.9 |
| Maximum | 61.6 |
| Range | 48.1 |
| Interquartile range (IQR) | 18.8 |
Descriptive statistics
| Standard deviation | 12 |
|---|---|
| Coefficient of variation (CV) | 0.396 |
| Kurtosis | -0.659 |
| Mean | 30.3 |
| Median Absolute Deviation (MAD) | 7.72 |
| Skewness | 0.68 |
| Sum | 6.8 × 103 |
| Variance | 145 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30.65 | 6 | 0.2% |
| 17.8 | 5 | 0.1% |
| 23.2 | 5 | 0.1% |
| 15.1 | 5 | 0.1% |
| 19.4 | 4 | 0.1% |
| 45.1 | 4 | 0.1% |
| 20.9 | 4 | 0.1% |
| 24.5 | 4 | 0.1% |
| 18.8 | 3 | 0.1% |
| 45.4 | 3 | 0.1% |
| Other values (95) | 181 | 4.7% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 13.5 | 1 | < 0.1% |
| 14.95 | 3 | |
| 15.1 | 5 | |
| 16.25 | 3 | |
| 16.55 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 61.6 | 3 | |
| 57.15 | 1 | < 0.1% |
| 54.3 | 3 | |
| 53.3 | 3 | |
| 53.25 | 1 | < 0.1% |
Sodium
Real number (ℝ)
| Distinct | 72 |
|---|---|
| Distinct (%) | 32.1% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.631 |
| Mean | 12 |
| Minimum | 6 |
|---|---|
| Maximum | 20.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10.1 |
| median | 11.7 |
| Q3 | 13.5 |
| 95-th percentile | 18.9 |
| Maximum | 20.8 |
| Range | 14.8 |
| Interquartile range (IQR) | 3.37 |
Descriptive statistics
| Standard deviation | 3.31 |
|---|---|
| Coefficient of variation (CV) | 0.274 |
| Kurtosis | 0.134 |
| Mean | 12 |
| Median Absolute Deviation (MAD) | 1.67 |
| Skewness | 0.631 |
| Sum | 2.7 × 103 |
| Variance | 10.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 12 | 0.3% |
| 8 | 11 | 0.3% |
| 9 | 11 | 0.3% |
| 12 | 9 | 0.2% |
| 11 | 8 | 0.2% |
| 13 | 6 | 0.2% |
| 10 | 4 | 0.1% |
| 9.1096 | 3 | 0.1% |
| 13.4882 | 3 | 0.1% |
| 15.0298 | 3 | 0.1% |
| Other values (62) | 154 | 4.0% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 6 | 3 | 0.1% |
| 7 | 12 | |
| 7.4832 | 3 | 0.1% |
| 8 | 11 | |
| 8.0168 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 20.7573 | 3 | |
| 20.168 | 3 | |
| 19.6532 | 3 | |
| 19.1036 | 3 | |
| 17.7363 | 3 |
Sulphate
Real number (ℝ)
HIGH CORRELATION  MISSING  SKEWED 
| Distinct | 29 |
|---|---|
| Distinct (%) | 90.6% |
| Missing | 3834 |
| Missing (%) | 99.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 3.24 |
| Mean | 0.254 |
| Minimum | 0.115 |
|---|---|
| Maximum | 0.684 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 0.115 |
|---|---|
| 5-th percentile | 0.16 |
| Q1 | 0.224 |
| median | 0.24 |
| Q3 | 0.27 |
| 95-th percentile | 0.345 |
| Maximum | 0.684 |
| Range | 0.569 |
| Interquartile range (IQR) | 0.0455 |
Descriptive statistics
| Standard deviation | 0.0929 |
|---|---|
| Coefficient of variation (CV) | 0.366 |
| Kurtosis | 15.1 |
| Mean | 0.254 |
| Median Absolute Deviation (MAD) | 0.0255 |
| Skewness | 3.24 |
| Sum | 8.13 |
| Variance | 0.00863 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.241 | 2 | 0.1% |
| 0.261 | 2 | 0.1% |
| 0.24 | 2 | 0.1% |
| 0.272 | 1 | < 0.1% |
| 0.355 | 1 | < 0.1% |
| 0.234 | 1 | < 0.1% |
| 0.115 | 1 | < 0.1% |
| 0.271 | 1 | < 0.1% |
| 0.236 | 1 | < 0.1% |
| 0.269 | 1 | < 0.1% |
| Other values (19) | 19 | 0.5% |
| (Missing) | 3834 |
| Value | Count | Frequency (%) |
| 0.115 | 1 | |
| 0.159 | 1 | |
| 0.16 | 1 | |
| 0.173 | 1 | |
| 0.182 | 1 |
| Value | Count | Frequency (%) |
| 0.684 | 1 | |
| 0.355 | 1 | |
| 0.337 | 1 | |
| 0.305 | 1 | |
| 0.289 | 1 |
Zinc
Real number (ℝ)
| Distinct | 83 |
|---|---|
| Distinct (%) | 37.1% |
| Missing | 3642 |
| Missing (%) | 94.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.474 |
| Mean | 4.18 |
| Minimum | 1.93 |
|---|---|
| Maximum | 6.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.3 KiB |
Quantile statistics
| Minimum | 1.93 |
|---|---|
| 5-th percentile | 3.38 |
| Q1 | 3.8 |
| median | 4.2 |
| Q3 | 4.61 |
| 95-th percentile | 5.14 |
| Maximum | 6.17 |
| Range | 4.24 |
| Interquartile range (IQR) | 0.814 |
Descriptive statistics
| Standard deviation | 0.664 |
|---|---|
| Coefficient of variation (CV) | 0.159 |
| Kurtosis | 1.47 |
| Mean | 4.18 |
| Median Absolute Deviation (MAD) | 0.411 |
| Skewness | -0.474 |
| Sum | 936 |
| Variance | 0.441 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.3 | 8 | 0.2% |
| 5 | 7 | 0.2% |
| 4 | 7 | 0.2% |
| 3.5 | 6 | 0.2% |
| 4.2 | 5 | 0.1% |
| 3.4 | 4 | 0.1% |
| 4.1 | 4 | 0.1% |
| 5.1 | 4 | 0.1% |
| 4.1913 | 3 | 0.1% |
| 4.9286 | 3 | 0.1% |
| Other values (73) | 173 | 4.5% |
| (Missing) | 3642 |
| Value | Count | Frequency (%) |
| 1.9273 | 1 | |
| 1.9427 | 1 | |
| 2.112 | 1 | |
| 2.1308 | 1 | |
| 2.3579 | 1 |
| Value | Count | Frequency (%) |
| 6.1658 | 1 | |
| 6.0602 | 1 | |
| 5.7 | 1 | |
| 5.4493 | 1 | |
| 5.2209 | 1 |
| Experimental_Year | Plot_ID | Depth_min | Depth_max | Dry_Matter | Organic_Matter | pH | WHC | Total_Carbon | Total_Nitrogen | CN_Ratio | Total_Organic_Carbon | Chalk | Humus | Ammonium | Borium | Calcium | Copper | Diphosphorus_Pentoxide | Iron | Magnesium | Manganese | Nitrate | Potassium_Oxide | Sodium | Sulphate | Zinc | Date | Crop | Beneficials | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Experimental_Year | 1.000 | -0.007 | -0.112 | -0.032 | 0.039 | -0.085 | 0.267 | -0.447 | 0.091 | 0.049 | -0.348 | NaN | NaN | NaN | -0.437 | NaN | 0.544 | -0.037 | -0.538 | -0.477 | -0.182 | -0.073 | 0.196 | -0.201 | -0.563 | NaN | 0.022 | 0.992 | 0.193 | 0.703 |
| Plot_ID | -0.007 | 1.000 | 0.008 | 0.004 | 0.150 | -0.067 | -0.062 | -0.029 | 0.036 | -0.071 | 0.097 | -0.050 | 0.111 | -0.050 | -0.012 | 0.140 | -0.092 | 0.137 | 0.146 | 0.037 | 0.010 | 0.056 | -0.026 | 0.093 | -0.018 | 0.040 | 0.137 | 0.349 | 0.133 | 0.087 |
| Depth_min | -0.112 | 0.008 | 1.000 | 0.962 | NaN | NaN | NaN | -0.173 | 0.135 | NaN | NaN | -0.906 | 0.808 | -0.906 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.245 | 0.113 | 0.130 |
| Depth_max | -0.032 | 0.004 | 0.962 | 1.000 | NaN | NaN | NaN | -0.173 | 0.355 | NaN | NaN | -0.906 | 0.808 | -0.906 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.245 | 0.113 | 0.130 |
| Dry_Matter | 0.039 | 0.150 | NaN | NaN | 1.000 | -0.263 | -0.049 | NaN | -0.278 | -0.179 | 0.024 | NaN | NaN | NaN | -0.356 | 0.050 | 0.013 | 0.050 | 0.077 | -0.031 | -0.131 | 0.041 | 0.320 | 0.179 | 0.144 | -0.471 | 0.033 | 0.718 | 0.794 | 0.444 |
| Organic_Matter | -0.085 | -0.067 | NaN | NaN | -0.263 | 1.000 | -0.376 | NaN | 0.888 | 0.739 | -0.168 | NaN | NaN | NaN | 0.259 | -0.198 | -0.405 | 0.069 | 0.191 | 0.213 | 0.600 | 0.221 | 0.330 | 0.594 | 0.268 | 0.320 | 0.269 | 0.395 | 0.326 | 0.220 |
| pH | 0.267 | -0.062 | NaN | NaN | -0.049 | -0.376 | 1.000 | NaN | -0.191 | -0.326 | 0.332 | NaN | NaN | NaN | -0.434 | -0.784 | 0.900 | -0.629 | 0.076 | -0.822 | -0.857 | -0.877 | -0.234 | -0.407 | -0.440 | 0.156 | -0.506 | 0.270 | 0.342 | 0.173 |
| WHC | -0.447 | -0.029 | -0.173 | -0.173 | NaN | NaN | NaN | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.471 | 0.116 | 1.000 |
| Total_Carbon | 0.091 | 0.036 | 0.135 | 0.355 | -0.278 | 0.888 | -0.191 | NaN | 1.000 | 0.718 | -0.017 | -0.485 | 0.771 | -0.485 | 0.210 | -0.223 | -0.237 | -0.062 | 0.413 | 0.048 | 0.435 | -0.003 | 0.250 | 0.626 | 0.234 | 0.370 | 0.191 | 0.192 | 0.106 | 0.053 |
| Total_Nitrogen | 0.049 | -0.071 | NaN | NaN | -0.179 | 0.739 | -0.326 | NaN | 0.718 | 1.000 | -0.642 | NaN | NaN | NaN | 0.184 | -0.190 | -0.407 | 0.037 | 0.149 | 0.185 | 0.464 | 0.196 | 0.271 | 0.596 | 0.147 | 0.367 | 0.211 | 0.447 | 0.400 | 0.395 |
| CN_Ratio | -0.348 | 0.097 | NaN | NaN | 0.024 | -0.168 | 0.332 | NaN | -0.017 | -0.642 | 1.000 | NaN | NaN | NaN | -0.103 | -0.263 | 0.410 | -0.230 | 0.294 | -0.260 | -0.309 | -0.400 | -0.216 | -0.134 | 0.042 | 0.107 | -0.206 | 0.529 | 0.425 | 0.339 |
| Total_Organic_Carbon | NaN | -0.050 | -0.906 | -0.906 | NaN | NaN | NaN | NaN | -0.485 | NaN | NaN | 1.000 | -0.859 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.060 | 0.000 | 1.000 |
| Chalk | NaN | 0.111 | 0.808 | 0.808 | NaN | NaN | NaN | NaN | 0.771 | NaN | NaN | -0.859 | 1.000 | -0.859 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.194 | 0.142 | 1.000 |
| Humus | NaN | -0.050 | -0.906 | -0.906 | NaN | NaN | NaN | NaN | -0.485 | NaN | NaN | 1.000 | -0.859 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.060 | 0.000 | 1.000 |
| Ammonium | -0.437 | -0.012 | NaN | NaN | -0.356 | 0.259 | -0.434 | NaN | 0.210 | 0.184 | -0.103 | NaN | NaN | NaN | 1.000 | 0.366 | -0.481 | 0.318 | 0.116 | 0.485 | 0.411 | 0.368 | 0.154 | 0.127 | 0.188 | 0.609 | 0.141 | 0.335 | 0.536 | 0.302 |
| Borium | NaN | 0.140 | NaN | NaN | 0.050 | -0.198 | -0.784 | NaN | -0.223 | -0.190 | -0.263 | NaN | NaN | NaN | 0.366 | 1.000 | NaN | 0.786 | -0.358 | 0.898 | 0.485 | 0.945 | -0.008 | -0.390 | 0.193 | -0.173 | 0.592 | 1.000 | 1.000 | 0.000 |
| Calcium | 0.544 | -0.092 | NaN | NaN | 0.013 | -0.405 | 0.900 | NaN | -0.237 | -0.407 | 0.410 | NaN | NaN | NaN | -0.481 | NaN | 1.000 | -0.612 | -0.072 | -0.834 | -0.814 | -0.841 | -0.094 | -0.547 | -0.559 | NaN | -0.546 | 0.400 | 0.486 | 0.431 |
| Copper | -0.037 | 0.137 | NaN | NaN | 0.050 | 0.069 | -0.629 | NaN | -0.062 | 0.037 | -0.230 | NaN | NaN | NaN | 0.318 | 0.786 | -0.612 | 1.000 | -0.066 | 0.553 | 0.601 | 0.807 | 0.130 | 0.116 | 0.147 | -0.180 | 0.741 | 0.378 | 0.304 | 0.146 |
| Diphosphorus_Pentoxide | -0.538 | 0.146 | NaN | NaN | 0.077 | 0.191 | 0.076 | NaN | 0.413 | 0.149 | 0.294 | NaN | NaN | NaN | 0.116 | -0.358 | -0.072 | -0.066 | 1.000 | -0.041 | -0.084 | -0.245 | -0.166 | 0.564 | 0.155 | 0.298 | 0.276 | 0.375 | 0.333 | 0.361 |
| Iron | -0.477 | 0.037 | NaN | NaN | -0.031 | 0.213 | -0.822 | NaN | 0.048 | 0.185 | -0.260 | NaN | NaN | NaN | 0.485 | 0.898 | -0.834 | 0.553 | -0.041 | 1.000 | 0.706 | 0.791 | 0.097 | 0.222 | 0.569 | -0.200 | 0.372 | 0.360 | 0.494 | 0.287 |
| Magnesium | -0.182 | 0.010 | NaN | NaN | -0.131 | 0.600 | -0.857 | NaN | 0.435 | 0.464 | -0.309 | NaN | NaN | NaN | 0.411 | 0.485 | -0.814 | 0.601 | -0.084 | 0.706 | 1.000 | 0.831 | 0.352 | 0.420 | 0.458 | 0.067 | 0.515 | 0.358 | 0.396 | 0.170 |
| Manganese | -0.073 | 0.056 | NaN | NaN | 0.041 | 0.221 | -0.877 | NaN | -0.003 | 0.196 | -0.400 | NaN | NaN | NaN | 0.368 | 0.945 | -0.841 | 0.807 | -0.245 | 0.791 | 0.831 | 1.000 | 0.232 | 0.218 | 0.338 | -0.145 | 0.603 | 0.399 | 0.339 | 0.155 |
| Nitrate | 0.196 | -0.026 | NaN | NaN | 0.320 | 0.330 | -0.234 | NaN | 0.250 | 0.271 | -0.216 | NaN | NaN | NaN | 0.154 | -0.008 | -0.094 | 0.130 | -0.166 | 0.097 | 0.352 | 0.232 | 1.000 | 0.147 | 0.144 | 0.411 | 0.104 | 0.302 | 0.316 | 0.170 |
| Potassium_Oxide | -0.201 | 0.093 | NaN | NaN | 0.179 | 0.594 | -0.407 | NaN | 0.626 | 0.596 | -0.134 | NaN | NaN | NaN | 0.127 | -0.390 | -0.547 | 0.116 | 0.564 | 0.222 | 0.420 | 0.218 | 0.147 | 1.000 | 0.337 | 0.314 | 0.409 | 0.385 | 0.449 | 0.280 |
| Sodium | -0.563 | -0.018 | NaN | NaN | 0.144 | 0.268 | -0.440 | NaN | 0.234 | 0.147 | 0.042 | NaN | NaN | NaN | 0.188 | 0.193 | -0.559 | 0.147 | 0.155 | 0.569 | 0.458 | 0.338 | 0.144 | 0.337 | 1.000 | 0.179 | 0.053 | 0.529 | 0.643 | 0.242 |
| Sulphate | NaN | 0.040 | NaN | NaN | -0.471 | 0.320 | 0.156 | NaN | 0.370 | 0.367 | 0.107 | NaN | NaN | NaN | 0.609 | -0.173 | NaN | -0.180 | 0.298 | -0.200 | 0.067 | -0.145 | 0.411 | 0.314 | 0.179 | 1.000 | -0.033 | 1.000 | 1.000 | 0.232 |
| Zinc | 0.022 | 0.137 | NaN | NaN | 0.033 | 0.269 | -0.506 | NaN | 0.191 | 0.211 | -0.206 | NaN | NaN | NaN | 0.141 | 0.592 | -0.546 | 0.741 | 0.276 | 0.372 | 0.515 | 0.603 | 0.104 | 0.409 | 0.053 | -0.033 | 1.000 | 0.409 | 0.205 | 0.080 |
| Date | 0.992 | 0.349 | 0.245 | 0.245 | 0.718 | 0.395 | 0.270 | 0.471 | 0.192 | 0.447 | 0.529 | 0.060 | 0.194 | 0.060 | 0.335 | 1.000 | 0.400 | 0.378 | 0.375 | 0.360 | 0.358 | 0.399 | 0.302 | 0.385 | 0.529 | 1.000 | 0.409 | 1.000 | 0.905 | 0.691 |
| Crop | 0.193 | 0.133 | 0.113 | 0.113 | 0.794 | 0.326 | 0.342 | 0.116 | 0.106 | 0.400 | 0.425 | 0.000 | 0.142 | 0.000 | 0.536 | 1.000 | 0.486 | 0.304 | 0.333 | 0.494 | 0.396 | 0.339 | 0.316 | 0.449 | 0.643 | 1.000 | 0.205 | 0.905 | 1.000 | 0.163 |
| Beneficials | 0.703 | 0.087 | 0.130 | 0.130 | 0.444 | 0.220 | 0.173 | 1.000 | 0.053 | 0.395 | 0.339 | 1.000 | 1.000 | 1.000 | 0.302 | 0.000 | 0.431 | 0.146 | 0.361 | 0.287 | 0.170 | 0.155 | 0.170 | 0.280 | 0.242 | 0.232 | 0.080 | 0.691 | 0.163 | 1.000 |
| Experimental_Year | Date | Plot_ID | Crop | Beneficials | Depth_min | Depth_max | Dry_Matter | Organic_Matter | pH | WHC | Total_Carbon | Total_Nitrogen | CN_Ratio | Total_Organic_Carbon | Chalk | Humus | Ammonium | Borium | Calcium | Copper | Diphosphorus_Pentoxide | Iron | Magnesium | Manganese | Nitrate | Potassium_Oxide | Sodium | Sulphate | Zinc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2009 | 2009-03-03 00:00:00.0000000 | 19 | Winter rapeseed | Control | 0 | 15 | NaN | NaN | NaN | NaN | 1.527 | NaN | NaN | 1.436322 | 0.755650 | 2.470474 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 2009 | 2009-03-03 00:00:00.0000000 | 19 | Winter rapeseed | Control | 15 | 30 | NaN | NaN | NaN | NaN | 1.473 | NaN | NaN | 1.381060 | 0.766167 | 2.375423 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 2009 | 2009-03-03 00:00:00.0000000 | 19 | Winter rapeseed | Control | 30 | 60 | NaN | NaN | NaN | NaN | 1.441 | NaN | NaN | 1.219000 | 1.850000 | 2.096680 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | 2009 | 2009-03-03 00:00:00.0000000 | 19 | Winter rapeseed | Control | 60 | 90 | NaN | NaN | NaN | NaN | 2.741 | NaN | NaN | 0.974000 | 14.725000 | 1.675280 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | 2009 | 2009-03-03 00:00:00.0000000 | 20 | Winter rapeseed | Control | 0 | 15 | NaN | NaN | NaN | NaN | 1.591 | NaN | NaN | 1.470000 | 1.008333 | 2.528400 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 2009 | 2009-03-03 00:00:00.0000000 | 20 | Winter rapeseed | Control | 15 | 30 | NaN | NaN | NaN | NaN | 1.531 | NaN | NaN | 1.419000 | 0.933333 | 2.440680 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | 2009 | 2009-03-03 00:00:00.0000000 | 20 | Winter rapeseed | Control | 30 | 60 | NaN | NaN | NaN | NaN | 1.556 | NaN | NaN | 1.214000 | 2.850000 | 2.088080 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | 2009 | 2009-03-03 00:00:00.0000000 | 20 | Winter rapeseed | Control | 60 | 90 | NaN | NaN | NaN | NaN | 2.471 | NaN | NaN | 0.829000 | 13.683333 | 1.425880 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | 2009 | 2009-03-03 00:00:00.0000000 | 25 | Winter rapeseed | Control | 0 | 15 | NaN | NaN | NaN | NaN | 2.018 | NaN | NaN | 1.933637 | 0.703025 | 3.325856 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | 2009 | 2009-03-03 00:00:00.0000000 | 25 | Winter rapeseed | Control | 15 | 30 | NaN | NaN | NaN | NaN | 1.811 | NaN | NaN | 1.692000 | 0.991667 | 2.910240 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| Experimental_Year | Date | Plot_ID | Crop | Beneficials | Depth_min | Depth_max | Dry_Matter | Organic_Matter | pH | WHC | Total_Carbon | Total_Nitrogen | CN_Ratio | Total_Organic_Carbon | Chalk | Humus | Ammonium | Borium | Calcium | Copper | Diphosphorus_Pentoxide | Iron | Magnesium | Manganese | Nitrate | Potassium_Oxide | Sodium | Sulphate | Zinc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3856 | 2021 | 2021-07-26 00:00:00.0000000 | 104 | Grain maize | BMs | 0 | 30 | 88.2 | 2.8 | 7.4 | NaN | 1.6 | 0.16 | 10.0 | NaN | NaN | NaN | 0.036 | 1.95 | NaN | 2.9 | 12.1 | 3.5 | 8.7 | 260.0 | 0.350 | 26.2 | 9.0 | 0.261 | 4.5 |
| 3857 | 2021 | 2021-07-26 00:00:00.0000000 | 104 | Grain maize | Control | 0 | 30 | 86.9 | 2.8 | 7.4 | NaN | 1.6 | 0.16 | 10.0 | NaN | NaN | NaN | 0.062 | 1.74 | NaN | 2.8 | 12.6 | 3.1 | 7.9 | 211.0 | 0.252 | 25.5 | 8.0 | 0.269 | 4.3 |
| 3858 | 2021 | 2021-07-26 00:00:00.0000000 | 177 | Grain maize | BMs | 0 | 30 | 85.9 | 3.5 | 7.4 | NaN | 2.0 | 0.20 | 10.0 | NaN | NaN | NaN | 0.031 | 1.28 | NaN | 2.7 | 16.0 | 2.2 | 8.8 | 134.0 | 0.565 | 37.1 | 8.0 | 0.261 | 4.2 |
| 3859 | 2021 | 2021-07-26 00:00:00.0000000 | 177 | Grain maize | Control | 0 | 30 | 86.8 | 3.4 | 7.4 | NaN | 2.0 | 0.20 | 10.0 | NaN | NaN | NaN | 0.038 | 1.38 | NaN | 3.2 | 16.3 | 2.5 | 9.1 | 164.0 | 0.517 | 36.6 | 7.0 | 0.236 | 4.4 |
| 3860 | 2021 | 2021-07-26 00:00:00.0000000 | 178 | Grain maize | BMs | 0 | 30 | 85.0 | 3.7 | 7.2 | NaN | 2.2 | 0.22 | 10.0 | NaN | NaN | NaN | 0.042 | 1.85 | NaN | 3.3 | 15.8 | 3.3 | 12.0 | 272.0 | 0.830 | 36.8 | 8.0 | 0.241 | 5.0 |
| 3861 | 2021 | 2021-07-26 00:00:00.0000000 | 178 | Grain maize | Control | 0 | 30 | 85.7 | 3.5 | 7.2 | NaN | 2.1 | 0.21 | 10.0 | NaN | NaN | NaN | NaN | 1.94 | NaN | 3.4 | 21.6 | 3.7 | 13.2 | 292.0 | 0.835 | 36.4 | 7.0 | 0.271 | 5.0 |
| 3862 | 2021 | 2021-07-26 00:00:00.0000000 | 179 | Grain maize | BMs | 0 | 30 | 87.0 | 2.8 | 7.3 | NaN | 1.6 | 0.16 | 10.0 | NaN | NaN | NaN | 0.031 | 2.11 | NaN | 3.2 | 10.9 | 4.2 | 9.0 | 289.0 | 0.434 | 23.4 | 7.0 | 0.115 | 4.9 |
| 3863 | 2021 | 2021-07-26 00:00:00.0000000 | 179 | Grain maize | Control | 0 | 30 | 86.7 | 2.7 | 7.3 | NaN | 1.6 | 0.16 | 10.0 | NaN | NaN | NaN | 0.035 | 2.07 | NaN | 3.2 | 16.0 | 4.0 | 8.9 | 273.0 | 0.463 | 23.9 | 7.0 | 0.234 | 4.8 |
| 3864 | 2021 | 2021-07-26 00:00:00.0000000 | 180 | Grain maize | BMs | 0 | 30 | 89.2 | 2.7 | 7.5 | NaN | 1.6 | 0.16 | 10.0 | NaN | NaN | NaN | 0.045 | 1.40 | NaN | 2.6 | 12.0 | 2.8 | 6.8 | 157.0 | 0.345 | 21.1 | 8.0 | 0.355 | 3.8 |
| 3865 | 2021 | 2021-07-26 00:00:00.0000000 | 180 | Grain maize | Control | 0 | 30 | 88.4 | 2.6 | 7.5 | NaN | 1.5 | 0.15 | 10.0 | NaN | NaN | NaN | 0.022 | 1.36 | NaN | 2.5 | 12.4 | 2.5 | 7.0 | 127.0 | 0.377 | 21.9 | 6.0 | 0.218 | 3.7 |